The announcement had come, and with it, a strange sense of…nothing. He stood in the lobby, the paper crumpled in his fist. He was supposed to feel something, right? Anger? Sadness? He felt…blank. Numb.

He walked back to his apartment, the hallway lights flickering, mirroring the unsteady state of his mind. He opened the door, the familiar scent of old wood and dust greeting him. He dropped his keys on the counter.

He found himself staring at his reflection in the tarnished mirror above the bathroom sink. The face staring back was a stranger, etched with lines of disinterest and indifference. He felt like a ghost, haunting a life that had long since moved on. He had no direction, no ambition. No real reason to be anywhere.

Emotion: worthless

Cluster: Sadness / Despair
PC1 (Valence): -2.10 Negative
PC2 (Disposition): -0.15

Role in Research

This story is one of 1,000 stories generated for the emotion worthless. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 worthless stories, after denoising with neutral dialogue baselines, produces the worthless emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the worthless vector is projected through the unembedding matrix.

Promoted:
L0.427
S0.405
😞0.386
ness0.339
缺乏0.326
Suppressed:
de-0.320
(!)-0.286
随后-0.268
😍-0.262
tc-0.255